Unfortunately, none of the above solutions worked for me. Looking at the mongodb logs, it seems the .sock socket file could not be unlinked, which is restricting the service from restarting. Doing the unlink manually and restarting is actually worked for me.
Checking last 100 lines of mongodb logs:
sudo tail -100 /var/log/mongodb/mongod.log
{"t":{"$date":"2021-04-07T22:11:44.059-04:00"},"s":"E", "c":"NETWORK", "id":23024, "ctx":"initandlisten","msg":"Failed to unlink socket file","attr":{"path":"/tmp/mongodb-27017.sock","error":"Operation not permitted"}}
{"t":{"$date":"2021-04-07T22:11:44.059-04:00"},"s":"F", "c":"-", "id":23091, "ctx":"initandlisten","msg":"Fatal assertion","attr":{"msgid":40486,"file":"src/mongo/transport/transport_layer_asio.cpp","line":919}}
{"t":{"$date":"2021-04-07T22:11:44.059-04:00"},"s":"F", "c":"-", "id":23092, "ctx":"initandlisten","msg":"\n\n***aborting after fassert() failure\n\n"}
Unlinking manually
sudo unlink /tmp/mongodb-27017.sock
Followed by start command
sudo systemctl start mongod
A successful status returned :)
$ sudo systemctl status mongod
mongod.service - MongoDB Database Server
Loaded: loaded (/lib/systemd/system/mongod.service; enabled; vendor preset: enabled)
Active: active (running) since Wed 2021-04-07 22:47:23 EDT; 6s ago
Docs: https://docs.mongodb.org/manual
Main PID: 96418 (mongod)
Memory: 177.0M
CGroup: /system.slice/mongod.service
└─96418 /usr/bin/mongod --config /etc/mongod.conf